{ "cells": [ { "cell_type": "markdown", "id": "EvCcfwuSU-fz", "metadata": { "id": "EvCcfwuSU-fz" }, "source": [ "## **Problem Statement**" ] }, { "cell_type": "markdown", "id": "6QR_RHvIVHT2", "metadata": { "id": "6QR_RHvIVHT2" }, "source": [ "### Business Context" ] }, { "cell_type": "markdown", "id": "pl3dmH-EnJGl", "metadata": { "id": "pl3dmH-EnJGl" }, "source": [ "The prices of the stocks of companies listed under a global exchange are influenced by a variety of factors, with the company's financial performance, innovations and collaborations, and market sentiment being factors that play a significant role. News and media reports can rapidly affect investor perceptions and, consequently, stock prices in the highly competitive financial industry. With the sheer volume of news and opinions from a wide variety of sources, investors and financial analysts often struggle to stay updated and accurately interpret its impact on the market. As a result, investment firms need sophisticated tools to analyze market sentiment and integrate this information into their investment strategies." ] }, { "cell_type": "markdown", "id": "Vn6bbxSwVKl3", "metadata": { "id": "Vn6bbxSwVKl3" }, "source": [ "### Problem Definition" ] }, { "cell_type": "markdown", "id": "jCIswL3zobj6", "metadata": { "id": "jCIswL3zobj6" }, "source": [ "With an ever-rising number of news articles and opinions, an investment startup aims to leverage artificial intelligence to address the challenge of interpreting stock-related news and its impact on stock prices. They have collected historical daily news for a specific company listed under NASDAQ, along with data on its daily stock price and trade volumes.\n", "\n", "As a member of the Data Science and AI team in the startup, you have been tasked with developing an AI-driven sentiment analysis system that will automatically process and analyze news articles to gauge market sentiment, and summarizing the news at a weekly level to enhance the accuracy of their stock price predictions and optimize investment strategies. This will empower their financial analysts with actionable insights, leading to more informed investment decisions and improved client outcomes." ] }, { "cell_type": "markdown", "id": "ZJOtDHVSF5hu", "metadata": { "id": "ZJOtDHVSF5hu" }, "source": [ "### Data Dictionary" ] }, { "cell_type": "markdown", "id": "ZlkjI8V5F9RK", "metadata": { "id": "ZlkjI8V5F9RK" }, "source": [ "* `Date` : The date the news was released\n", "* `News` : The content of news articles that could potentially affect the company's stock price\n", "* `Open` : The stock price (in \\$) at the beginning of the day\n", "* `High` : The highest stock price (in \\$) reached during the day\n", "* `Low` : The lowest stock price (in \\$) reached during the day\n", "* `Close` : The adjusted stock price (in \\$) at the end of the day\n", "* `Volume` : The number of shares traded during the day\n", "* `Label` : The sentiment polarity of the news content\n", " * 1: positive\n", " * 0: neutral\n", " * -1: negative" ] }, { "cell_type": "markdown", "id": "VrFQHcW5mYgv", "metadata": { "id": "VrFQHcW5mYgv" }, "source": [ "## **Installing and Importing the necessary libraries**" ] }, { "cell_type": "code", "execution_count": 1, "id": "A-E2-iaumpo8", "metadata": { "id": "A-E2-iaumpo8", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ec70c30a-deb4-481c-a3f2-32bd691ace20" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Requirement already satisfied: numpy==1.26.4 in /usr/local/lib/python3.12/dist-packages (1.26.4)\n", "Requirement already satisfied: scikit-learn==1.6.1 in /usr/local/lib/python3.12/dist-packages (1.6.1)\n", "Requirement already satisfied: scipy==1.13.1 in /usr/local/lib/python3.12/dist-packages (1.13.1)\n", "Requirement already satisfied: gensim==4.3.3 in /usr/local/lib/python3.12/dist-packages (4.3.3)\n", "Requirement already satisfied: sentence-transformers==3.4.1 in /usr/local/lib/python3.12/dist-packages (3.4.1)\n", "Requirement already satisfied: pandas==2.2.2 in /usr/local/lib/python3.12/dist-packages (2.2.2)\n", "Requirement already satisfied: joblib>=1.2.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn==1.6.1) (1.5.2)\n", "Requirement already satisfied: threadpoolctl>=3.1.0 in /usr/local/lib/python3.12/dist-packages (from scikit-learn==1.6.1) (3.6.0)\n", "Requirement already satisfied: smart-open>=1.8.1 in /usr/local/lib/python3.12/dist-packages (from gensim==4.3.3) (7.3.1)\n", "Requirement already satisfied: transformers<5.0.0,>=4.41.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers==3.4.1) (4.57.1)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.12/dist-packages (from sentence-transformers==3.4.1) (4.67.1)\n", "Requirement already satisfied: torch>=1.11.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers==3.4.1) (2.8.0+cu126)\n", "Requirement already satisfied: huggingface-hub>=0.20.0 in /usr/local/lib/python3.12/dist-packages (from sentence-transformers==3.4.1) (0.35.3)\n", "Requirement already satisfied: Pillow in /usr/local/lib/python3.12/dist-packages (from sentence-transformers==3.4.1) (11.3.0)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.12/dist-packages (from pandas==2.2.2) (2.9.0.post0)\n", "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.12/dist-packages (from pandas==2.2.2) (2025.2)\n", "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.12/dist-packages (from pandas==2.2.2) (2025.2)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (3.20.0)\n", "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.12/dist-packages (from huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (2025.3.0)\n", "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.12/dist-packages (from 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(1.17.3)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (75.2.0)\n", "Requirement already satisfied: sympy>=1.13.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (1.13.3)\n", "Requirement already satisfied: networkx in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (3.5)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (3.1.6)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.77)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.77)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.6.80 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.80)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.10.2.21 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (9.10.2.21)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.6.4.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.4.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.3.0.4 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (11.3.0.4)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.7.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (10.3.7.77)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.7.1.2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (11.7.1.2)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.5.4.2 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.5.4.2)\n", "Requirement already satisfied: nvidia-cusparselt-cu12==0.7.1 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (0.7.1)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.27.3 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (2.27.3)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.6.77 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.77)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12==12.6.85 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (12.6.85)\n", "Requirement already satisfied: nvidia-cufile-cu12==1.11.1.6 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (1.11.1.6)\n", "Requirement already satisfied: triton==3.4.0 in /usr/local/lib/python3.12/dist-packages (from torch>=1.11.0->sentence-transformers==3.4.1) (3.4.0)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.12/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers==3.4.1) (2024.11.6)\n", "Requirement already satisfied: tokenizers<=0.23.0,>=0.22.0 in /usr/local/lib/python3.12/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers==3.4.1) (0.22.1)\n", "Requirement already satisfied: safetensors>=0.4.3 in /usr/local/lib/python3.12/dist-packages (from transformers<5.0.0,>=4.41.0->sentence-transformers==3.4.1) (0.6.2)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.11.0->sentence-transformers==3.4.1) (1.3.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers==3.4.1) (3.0.3)\n", "Requirement already satisfied: charset_normalizer<4,>=2 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (3.4.3)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (3.10)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (2.5.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.12/dist-packages (from requests->huggingface-hub>=0.20.0->sentence-transformers==3.4.1) (2025.10.5)\n" ] } ], "source": [ "# installing the sentence-transformers and gensim libraries for word embeddings\n", "!pip install numpy==1.26.4 \\\n", " scikit-learn==1.6.1 \\\n", " scipy==1.13.1 \\\n", " gensim==4.3.3 \\\n", " sentence-transformers==3.4.1 \\\n", " pandas==2.2.2" ] }, { "cell_type": "markdown", "id": "Su4_EiqL5aIZ", "metadata": { "id": "Su4_EiqL5aIZ" }, "source": [ "Note:\n", "- After running the above cell, kindly restart the runtime (for Google Colab) or notebook kernel (for Jupyter Notebook), and run all cells sequentially from the next cell.\n", "- On executing the above line of code, you might see a warning regarding package dependencies. This error message can be ignored as the above code ensures that all necessary libraries and their dependencies are maintained to successfully execute the code in this notebook." ] }, { "cell_type": "code", "execution_count": 3, "id": "U3bnkPu_ZGbE", "metadata": { "id": "U3bnkPu_ZGbE" }, "outputs": [], "source": [ "# to read and manipulate the data\n", "import numpy as np\n", "import pandas as pd\n", "pd.set_option('max_colwidth', None) # setting column to the maximum column width as per the data\n", "\n", "# to visualise data\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# To import Word2Vec\n", "from gensim.models import Word2Vec\n", "\n", "# Deep Learning library\n", "import torch\n", "\n", "# to load transformer models\n", "from sentence_transformers import SentenceTransformer\n", "from transformers import T5Tokenizer, T5ForConditionalGeneration, pipeline\n", "\n", "# To split data into train and test sets\n", "from sklearn.model_selection import train_test_split\n", "\n", "# To build a Random Forest model\n", "from sklearn.ensemble import RandomForestClassifier\n", "\n", "# To compute metrics to evaluate the model\n", "from sklearn.metrics import accuracy_score, confusion_matrix\n", "\n", "# to ignore unnecessary warnings\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Import TensorFlow and Keras for deep learning model building.\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Dropout" ] }, { "cell_type": "markdown", "id": "wQ46zPgumfjF", "metadata": { "id": "wQ46zPgumfjF" }, "source": [ "## **Loading the dataset**" ] }, { "cell_type": "code", "execution_count": 4, "id": "328df99e", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "328df99e", "outputId": "5d5b3109-44d3-46f8-aee8-dad9f0be0889" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Date \\\n", "0 01-02-2019 \n", "1 01-02-2019 \n", "2 01-02-2019 \n", "3 01-02-2019 \n", "4 01-02-2019 \n", "\n", " News \\\n", "0 The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read \n", "1 By Wayne Cole and Swati Pandey SYDNEY Reuters The Japanese yen soared in early Asian trading on Thursday as the break of key technical levels triggered massive stop loss sales of the U S and Australian dollars in very thin markets The dollar collapsed to as low as 105 25 yen on Reuters dealing a drop of 3 2 percent from the opening 108 76 and the lowest reading since March 2018 It was last trading around 107 50 yen Analysts said the rot began when tech bellwether Apple Inc O AAPL shocked investors by cutting its earnings guidance citing sluggish iPhone sales in China The news sent U S stock futures sliding and sparked a rush of funds to safe haven bonds With risk aversion high the safe haven yen was propelled through major technical levels and triggered massive stop loss flows from investors who have been short of the yen for months The move was exacerbated by a dearth of liquidity with Japan still on holiday after the New Year and by automated algorithmic trades which are carried out by computers in micro seconds Most major currencies simply collapsed against the yen in a matter of seconds Looks like we had a flash crash said Ray Attrill head of FX strategy at National Australia Bank One theory is that may be Japanese retail FX players are forcing out of AUDJPY which is creating a liquidity vacuum he added This is a market dislocation rather than a fundamental event The Australian dollar tumbled to as low as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 It was last changing hands at 73 72 yen The Aussie in turn sank against the U S dollar to as far as 0 6715 the lowest since March 2009 having started around 0 6984 It was last trading at 0 6888 \\nOther currencies smashed against the yen included the euro sterling and the Turkish lira \n", "2 By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days \n", "3 By Wayne Cole SYDNEY Reuters The Australian dollar was picking up the pieces on Thursday after a torrent of automated selling against the yen sent it plunging to multi year lows on a host of major currencies The Aussie suffered some of the largest intra day falls in its history amid a drought of liquidity and a cascade of computerised sales At one point it was down 5 percent on the yen and almost 4 percent on the U S dollar before clawing back much of the losses as trading calmed and humans took charge Violent moves in AUD and JPY this morning bear all the hallmarks of a flash crash similar to that which befell NZD in August 2015 and GBP in October 2016 said Ray Attrill head of FX strategy at National Australia Bank The fact that over half the move down in both these pairs has since been retraced is testimony to today s moves being first and foremost a liquidity event One theory was that Japanese investors who had been crowded into trades borrowing yen to buy higher yielding currencies were forced out en masse when major chart levels cracked The Aussie tumbled as far as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 When the smoke cleared buyers returned and it was last changing hands at 74 40 yen The selling spilled over into other crosses and the Aussie sank to as deep as 0 6715 the lowest since March 2009 having started around 0 6984 Again bargain hunters emerged and it was last at 0 6922 The New Zealand dollar also took an initial beating on the yen NZDJPY R to hit its lowest since late 2012 though whether any trades were done around those levels was hard to say The kiwi fared better on the U S dollar easing to 0 6621 from 0 6654 late Wednesday EVERYONE S BUYING BONDS The rout from risk was sparked in part by an earnings warning from Apple Inc O AAPL It blamed sluggish iPhone sales in China adding to evidence of a deepening economic slowdown in the Asian giant Some investors fled to the relative safety of Australia s triple A rated debt sending 10 year bond yields AU10YT RR diving to their lowest since late 2016 Futures for the 10 year bond jumped 12 ticks to 97 8300 having been up as much as 25 ticks at one stage The three year bond contract rose 7 5 ticks to 98 305 implying a yield of just 1 695 percent Concerns about global growth also led the futures market 0 YIB to price in slightly more chance of a cut in interest rates by the Reserve Bank of Australia RBA Yet the Aussie s decline is providing a boost to the economy that makes it less likely the RBA will have to take the drastic step of cutting rates from already record lows Not only does a lower currency make exports more competitive but it offers an extra earnings windfall given Australia s commodities are priced in U S dollars Gold for instance is trading at its highest level ever in Australian dollar terms around A 1 856 per ounce XAU having climbed 12 percent in just the past month \\nProfits from iron ore coal and liquefied natural gas will all get a lift fattening the country s terms of trade and the government s tax coffers \n", "4 Investing com Asian equities fell in morning trade on Thursday following news that Apple cut its quarterly sales forecast \\nApple Inc NASDAQ AAPL lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\n The much larger issue is the slowing of the Chinese economy and then the trade tension that has further pressured it Chief Executive Tim Cook said \\nThe news sent Apple shares tumbling in after hours trade while the companies Asia listed suppliers also plunged on Thursday Hon Hai Precision Industry Co Ltd TW 2317 fell more than 2 while Taiwan Semiconductor Manufacturing Company TW 2330 slid 2 5 LG Innotek Co Ltd KS 011070 lost as much as 4 4 earlier in the day \\nThe Shanghai Composite was unchanged at 2 465 4 while the Shenzhen Component slipped 0 3 by 9 33 PM ET 02 33 GMT \\nAustralia s ASX 200 outperformed its regional peers and gained 1 4 \\nElsewhere South Korea s KOSPI was down 0 4 U S President Donald Trump said North Korean leader Kim Jong Un sent him a great letter and that they would like to meet again \\n We ve really established a very good relationship said Trump \\nOn Wednesday Kim warned that he would take a new path in nuclear talks if the U S didn t relax economic sanctions \\n I am willing to sit with the U S president any time in the future and will strive to produce outcomes that would be welcomed by the international community said Kim \\n However if the United States does not deliver its promise and misjudge our people s patience making unilateral demands to continue sanctions and put pressure on us we will have no choice but to seek a new path to protect the country s independence interests and peace on the Korean Peninsula he added \n", "\n", " Open High Low Close Volume Label \n", "0 38.72 39.71 38.56 39.48 130672400 1 \n", "1 38.72 39.71 38.56 39.48 130672400 -1 \n", "2 38.72 39.71 38.56 39.48 130672400 0 \n", "3 38.72 39.71 38.56 39.48 130672400 -1 \n", "4 38.72 39.71 38.56 39.48 130672400 1 " ], "text/html": [ "\n", "
| \n", " | Date | \n", "News | \n", "Open | \n", "High | \n", "Low | \n", "Close | \n", "Volume | \n", "Label | \n", "
|---|---|---|---|---|---|---|---|---|
| 0 | \n", "01-02-2019 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "1 | \n", "
| 1 | \n", "01-02-2019 | \n", "By Wayne Cole and Swati Pandey SYDNEY Reuters The Japanese yen soared in early Asian trading on Thursday as the break of key technical levels triggered massive stop loss sales of the U S and Australian dollars in very thin markets The dollar collapsed to as low as 105 25 yen on Reuters dealing a drop of 3 2 percent from the opening 108 76 and the lowest reading since March 2018 It was last trading around 107 50 yen Analysts said the rot began when tech bellwether Apple Inc O AAPL shocked investors by cutting its earnings guidance citing sluggish iPhone sales in China The news sent U S stock futures sliding and sparked a rush of funds to safe haven bonds With risk aversion high the safe haven yen was propelled through major technical levels and triggered massive stop loss flows from investors who have been short of the yen for months The move was exacerbated by a dearth of liquidity with Japan still on holiday after the New Year and by automated algorithmic trades which are carried out by computers in micro seconds Most major currencies simply collapsed against the yen in a matter of seconds Looks like we had a flash crash said Ray Attrill head of FX strategy at National Australia Bank One theory is that may be Japanese retail FX players are forcing out of AUDJPY which is creating a liquidity vacuum he added This is a market dislocation rather than a fundamental event The Australian dollar tumbled to as low as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 It was last changing hands at 73 72 yen The Aussie in turn sank against the U S dollar to as far as 0 6715 the lowest since March 2009 having started around 0 6984 It was last trading at 0 6888 \\nOther currencies smashed against the yen included the euro sterling and the Turkish lira | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "-1 | \n", "
| 2 | \n", "01-02-2019 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "0 | \n", "
| 3 | \n", "01-02-2019 | \n", "By Wayne Cole SYDNEY Reuters The Australian dollar was picking up the pieces on Thursday after a torrent of automated selling against the yen sent it plunging to multi year lows on a host of major currencies The Aussie suffered some of the largest intra day falls in its history amid a drought of liquidity and a cascade of computerised sales At one point it was down 5 percent on the yen and almost 4 percent on the U S dollar before clawing back much of the losses as trading calmed and humans took charge Violent moves in AUD and JPY this morning bear all the hallmarks of a flash crash similar to that which befell NZD in August 2015 and GBP in October 2016 said Ray Attrill head of FX strategy at National Australia Bank The fact that over half the move down in both these pairs has since been retraced is testimony to today s moves being first and foremost a liquidity event One theory was that Japanese investors who had been crowded into trades borrowing yen to buy higher yielding currencies were forced out en masse when major chart levels cracked The Aussie tumbled as far as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 When the smoke cleared buyers returned and it was last changing hands at 74 40 yen The selling spilled over into other crosses and the Aussie sank to as deep as 0 6715 the lowest since March 2009 having started around 0 6984 Again bargain hunters emerged and it was last at 0 6922 The New Zealand dollar also took an initial beating on the yen NZDJPY R to hit its lowest since late 2012 though whether any trades were done around those levels was hard to say The kiwi fared better on the U S dollar easing to 0 6621 from 0 6654 late Wednesday EVERYONE S BUYING BONDS The rout from risk was sparked in part by an earnings warning from Apple Inc O AAPL It blamed sluggish iPhone sales in China adding to evidence of a deepening economic slowdown in the Asian giant Some investors fled to the relative safety of Australia s triple A rated debt sending 10 year bond yields AU10YT RR diving to their lowest since late 2016 Futures for the 10 year bond jumped 12 ticks to 97 8300 having been up as much as 25 ticks at one stage The three year bond contract rose 7 5 ticks to 98 305 implying a yield of just 1 695 percent Concerns about global growth also led the futures market 0 YIB to price in slightly more chance of a cut in interest rates by the Reserve Bank of Australia RBA Yet the Aussie s decline is providing a boost to the economy that makes it less likely the RBA will have to take the drastic step of cutting rates from already record lows Not only does a lower currency make exports more competitive but it offers an extra earnings windfall given Australia s commodities are priced in U S dollars Gold for instance is trading at its highest level ever in Australian dollar terms around A 1 856 per ounce XAU having climbed 12 percent in just the past month \\nProfits from iron ore coal and liquefied natural gas will all get a lift fattening the country s terms of trade and the government s tax coffers | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "-1 | \n", "
| 4 | \n", "01-02-2019 | \n", "Investing com Asian equities fell in morning trade on Thursday following news that Apple cut its quarterly sales forecast \\nApple Inc NASDAQ AAPL lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\n The much larger issue is the slowing of the Chinese economy and then the trade tension that has further pressured it Chief Executive Tim Cook said \\nThe news sent Apple shares tumbling in after hours trade while the companies Asia listed suppliers also plunged on Thursday Hon Hai Precision Industry Co Ltd TW 2317 fell more than 2 while Taiwan Semiconductor Manufacturing Company TW 2330 slid 2 5 LG Innotek Co Ltd KS 011070 lost as much as 4 4 earlier in the day \\nThe Shanghai Composite was unchanged at 2 465 4 while the Shenzhen Component slipped 0 3 by 9 33 PM ET 02 33 GMT \\nAustralia s ASX 200 outperformed its regional peers and gained 1 4 \\nElsewhere South Korea s KOSPI was down 0 4 U S President Donald Trump said North Korean leader Kim Jong Un sent him a great letter and that they would like to meet again \\n We ve really established a very good relationship said Trump \\nOn Wednesday Kim warned that he would take a new path in nuclear talks if the U S didn t relax economic sanctions \\n I am willing to sit with the U S president any time in the future and will strive to produce outcomes that would be welcomed by the international community said Kim \\n However if the United States does not deliver its promise and misjudge our people s patience making unilateral demands to continue sanctions and put pressure on us we will have no choice but to seek a new path to protect the country s independence interests and peace on the Korean Peninsula he added | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "1 | \n", "
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|---|---|---|---|---|---|---|
| 0 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "607 | \n", "
| 1 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "1867 | \n", "
| 2 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "2981 | \n", "
| 3 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "3178 | \n", "
| 4 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400 | \n", "1894 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 413 | \n", "51.22 | \n", "51.25 | \n", "50.53 | \n", "51.08 | \n", "74596400 | \n", "3424 | \n", "
| 414 | \n", "51.10 | \n", "51.49 | \n", "50.97 | \n", "51.15 | \n", "88818800 | \n", "3563 | \n", "
| 415 | \n", "51.10 | \n", "51.49 | \n", "50.97 | \n", "51.15 | \n", "88818800 | \n", "1940 | \n", "
| 416 | \n", "51.10 | \n", "51.49 | \n", "50.97 | \n", "51.15 | \n", "88818800 | \n", "3358 | \n", "
| 417 | \n", "51.10 | \n", "51.49 | \n", "50.97 | \n", "51.15 | \n", "88818800 | \n", "5409 | \n", "
418 rows × 6 columns
\n", "| \n", " | Date | \n", "News | \n", "Open | \n", "High | \n", "Low | \n", "Close | \n", "Volume | \n", "Label | \n", "News_Length | \n", "Day_of_Week | \n", "Month | \n", "Year | \n", "Word_Count | \n", "Price_Change | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2019-01-02 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "607.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "
| 1 | \n", "2019-01-02 | \n", "By Wayne Cole and Swati Pandey SYDNEY Reuters The Japanese yen soared in early Asian trading on Thursday as the break of key technical levels triggered massive stop loss sales of the U S and Australian dollars in very thin markets The dollar collapsed to as low as 105 25 yen on Reuters dealing a drop of 3 2 percent from the opening 108 76 and the lowest reading since March 2018 It was last trading around 107 50 yen Analysts said the rot began when tech bellwether Apple Inc O AAPL shocked investors by cutting its earnings guidance citing sluggish iPhone sales in China The news sent U S stock futures sliding and sparked a rush of funds to safe haven bonds With risk aversion high the safe haven yen was propelled through major technical levels and triggered massive stop loss flows from investors who have been short of the yen for months The move was exacerbated by a dearth of liquidity with Japan still on holiday after the New Year and by automated algorithmic trades which are carried out by computers in micro seconds Most major currencies simply collapsed against the yen in a matter of seconds Looks like we had a flash crash said Ray Attrill head of FX strategy at National Australia Bank One theory is that may be Japanese retail FX players are forcing out of AUDJPY which is creating a liquidity vacuum he added This is a market dislocation rather than a fundamental event The Australian dollar tumbled to as low as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 It was last changing hands at 73 72 yen The Aussie in turn sank against the U S dollar to as far as 0 6715 the lowest since March 2009 having started around 0 6984 It was last trading at 0 6888 \\nOther currencies smashed against the yen included the euro sterling and the Turkish lira | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "-1 | \n", "1867.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "334.0 | \n", "0.76 | \n", "
| 2 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "
| 3 | \n", "2019-01-02 | \n", "By Wayne Cole SYDNEY Reuters The Australian dollar was picking up the pieces on Thursday after a torrent of automated selling against the yen sent it plunging to multi year lows on a host of major currencies The Aussie suffered some of the largest intra day falls in its history amid a drought of liquidity and a cascade of computerised sales At one point it was down 5 percent on the yen and almost 4 percent on the U S dollar before clawing back much of the losses as trading calmed and humans took charge Violent moves in AUD and JPY this morning bear all the hallmarks of a flash crash similar to that which befell NZD in August 2015 and GBP in October 2016 said Ray Attrill head of FX strategy at National Australia Bank The fact that over half the move down in both these pairs has since been retraced is testimony to today s moves being first and foremost a liquidity event One theory was that Japanese investors who had been crowded into trades borrowing yen to buy higher yielding currencies were forced out en masse when major chart levels cracked The Aussie tumbled as far as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 When the smoke cleared buyers returned and it was last changing hands at 74 40 yen The selling spilled over into other crosses and the Aussie sank to as deep as 0 6715 the lowest since March 2009 having started around 0 6984 Again bargain hunters emerged and it was last at 0 6922 The New Zealand dollar also took an initial beating on the yen NZDJPY R to hit its lowest since late 2012 though whether any trades were done around those levels was hard to say The kiwi fared better on the U S dollar easing to 0 6621 from 0 6654 late Wednesday EVERYONE S BUYING BONDS The rout from risk was sparked in part by an earnings warning from Apple Inc O AAPL It blamed sluggish iPhone sales in China adding to evidence of a deepening economic slowdown in the Asian giant Some investors fled to the relative safety of Australia s triple A rated debt sending 10 year bond yields AU10YT RR diving to their lowest since late 2016 Futures for the 10 year bond jumped 12 ticks to 97 8300 having been up as much as 25 ticks at one stage The three year bond contract rose 7 5 ticks to 98 305 implying a yield of just 1 695 percent Concerns about global growth also led the futures market 0 YIB to price in slightly more chance of a cut in interest rates by the Reserve Bank of Australia RBA Yet the Aussie s decline is providing a boost to the economy that makes it less likely the RBA will have to take the drastic step of cutting rates from already record lows Not only does a lower currency make exports more competitive but it offers an extra earnings windfall given Australia s commodities are priced in U S dollars Gold for instance is trading at its highest level ever in Australian dollar terms around A 1 856 per ounce XAU having climbed 12 percent in just the past month \\nProfits from iron ore coal and liquefied natural gas will all get a lift fattening the country s terms of trade and the government s tax coffers | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "-1 | \n", "3178.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "584.0 | \n", "0.76 | \n", "
| 4 | \n", "2019-01-02 | \n", "Investing com Asian equities fell in morning trade on Thursday following news that Apple cut its quarterly sales forecast \\nApple Inc NASDAQ AAPL lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\n The much larger issue is the slowing of the Chinese economy and then the trade tension that has further pressured it Chief Executive Tim Cook said \\nThe news sent Apple shares tumbling in after hours trade while the companies Asia listed suppliers also plunged on Thursday Hon Hai Precision Industry Co Ltd TW 2317 fell more than 2 while Taiwan Semiconductor Manufacturing Company TW 2330 slid 2 5 LG Innotek Co Ltd KS 011070 lost as much as 4 4 earlier in the day \\nThe Shanghai Composite was unchanged at 2 465 4 while the Shenzhen Component slipped 0 3 by 9 33 PM ET 02 33 GMT \\nAustralia s ASX 200 outperformed its regional peers and gained 1 4 \\nElsewhere South Korea s KOSPI was down 0 4 U S President Donald Trump said North Korean leader Kim Jong Un sent him a great letter and that they would like to meet again \\n We ve really established a very good relationship said Trump \\nOn Wednesday Kim warned that he would take a new path in nuclear talks if the U S didn t relax economic sanctions \\n I am willing to sit with the U S president any time in the future and will strive to produce outcomes that would be welcomed by the international community said Kim \\n However if the United States does not deliver its promise and misjudge our people s patience making unilateral demands to continue sanctions and put pressure on us we will have no choice but to seek a new path to protect the country s independence interests and peace on the Korean Peninsula he added | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "1894.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "329.0 | \n", "0.76 | \n", "
| \n", " | News | \n", "Cleaned_News | \n", "
|---|---|---|
| 0 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "dollar minutes ago tumbled trades earlier since bounced hair fxy hoursalongside money poured u government paper year treasury yield sliding basis points tlt hour moves come following apple nasdaq aapl revenue warning sent shares u stock index futures red apple currently qqqs etfs tlt tbt tmv fxy ycs tbf edv tmf ttt zroz vglt otc jyn tlh ubt sptl ycl dlbs vustx tybs dlbl old djpy oper ujpynow read | \n", "
| 1 | \n", "By Wayne Cole and Swati Pandey SYDNEY Reuters The Japanese yen soared in early Asian trading on Thursday as the break of key technical levels triggered massive stop loss sales of the U S and Australian dollars in very thin markets The dollar collapsed to as low as 105 25 yen on Reuters dealing a drop of 3 2 percent from the opening 108 76 and the lowest reading since March 2018 It was last trading around 107 50 yen Analysts said the rot began when tech bellwether Apple Inc O AAPL shocked investors by cutting its earnings guidance citing sluggish iPhone sales in China The news sent U S stock futures sliding and sparked a rush of funds to safe haven bonds With risk aversion high the safe haven yen was propelled through major technical levels and triggered massive stop loss flows from investors who have been short of the yen for months The move was exacerbated by a dearth of liquidity with Japan still on holiday after the New Year and by automated algorithmic trades which are carried out by computers in micro seconds Most major currencies simply collapsed against the yen in a matter of seconds Looks like we had a flash crash said Ray Attrill head of FX strategy at National Australia Bank One theory is that may be Japanese retail FX players are forcing out of AUDJPY which is creating a liquidity vacuum he added This is a market dislocation rather than a fundamental event The Australian dollar tumbled to as low as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 It was last changing hands at 73 72 yen The Aussie in turn sank against the U S dollar to as far as 0 6715 the lowest since March 2009 having started around 0 6984 It was last trading at 0 6888 \\nOther currencies smashed against the yen included the euro sterling and the Turkish lira | \n", "wayne cole swati pandey sydney reuters japanese yen soared early asian trading thursday break key technical levels triggered massive stop loss sales u australian dollars thin markets dollar collapsed low yen reuters dealing drop percent opening lowest reading since march last trading around yen analysts said rot began tech bellwether apple inc aapl shocked investors cutting earnings guidance citing sluggish iphone sales china news sent u stock futures sliding sparked rush funds safe bonds risk aversion high safe yen propelled major technical levels triggered massive stop loss flows investors short yen months move exacerbated dearth liquidity japan still holiday new year automated algorithmic trades carried computers micro seconds major currencies simply collapsed yen matter seconds looks like flash crash said ray attrill head fx strategy national australia bank one theory may japanese retail fx players forcing audjpy creating liquidity vacuum added market dislocation rather fundamental event australian dollar tumbled low yen audjpy reuters dealing level seen since late started around last changing hands yen aussie turn sank u dollar far lowest since march started around last trading currencies smashed yen included euro sterling turkish lira | \n", "
| 2 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "
| 3 | \n", "By Wayne Cole SYDNEY Reuters The Australian dollar was picking up the pieces on Thursday after a torrent of automated selling against the yen sent it plunging to multi year lows on a host of major currencies The Aussie suffered some of the largest intra day falls in its history amid a drought of liquidity and a cascade of computerised sales At one point it was down 5 percent on the yen and almost 4 percent on the U S dollar before clawing back much of the losses as trading calmed and humans took charge Violent moves in AUD and JPY this morning bear all the hallmarks of a flash crash similar to that which befell NZD in August 2015 and GBP in October 2016 said Ray Attrill head of FX strategy at National Australia Bank The fact that over half the move down in both these pairs has since been retraced is testimony to today s moves being first and foremost a liquidity event One theory was that Japanese investors who had been crowded into trades borrowing yen to buy higher yielding currencies were forced out en masse when major chart levels cracked The Aussie tumbled as far as 72 26 yen AUDJPY D3 on Reuters dealing a level not seen since late 2011 having started around 75 21 When the smoke cleared buyers returned and it was last changing hands at 74 40 yen The selling spilled over into other crosses and the Aussie sank to as deep as 0 6715 the lowest since March 2009 having started around 0 6984 Again bargain hunters emerged and it was last at 0 6922 The New Zealand dollar also took an initial beating on the yen NZDJPY R to hit its lowest since late 2012 though whether any trades were done around those levels was hard to say The kiwi fared better on the U S dollar easing to 0 6621 from 0 6654 late Wednesday EVERYONE S BUYING BONDS The rout from risk was sparked in part by an earnings warning from Apple Inc O AAPL It blamed sluggish iPhone sales in China adding to evidence of a deepening economic slowdown in the Asian giant Some investors fled to the relative safety of Australia s triple A rated debt sending 10 year bond yields AU10YT RR diving to their lowest since late 2016 Futures for the 10 year bond jumped 12 ticks to 97 8300 having been up as much as 25 ticks at one stage The three year bond contract rose 7 5 ticks to 98 305 implying a yield of just 1 695 percent Concerns about global growth also led the futures market 0 YIB to price in slightly more chance of a cut in interest rates by the Reserve Bank of Australia RBA Yet the Aussie s decline is providing a boost to the economy that makes it less likely the RBA will have to take the drastic step of cutting rates from already record lows Not only does a lower currency make exports more competitive but it offers an extra earnings windfall given Australia s commodities are priced in U S dollars Gold for instance is trading at its highest level ever in Australian dollar terms around A 1 856 per ounce XAU having climbed 12 percent in just the past month \\nProfits from iron ore coal and liquefied natural gas will all get a lift fattening the country s terms of trade and the government s tax coffers | \n", "wayne cole sydney reuters australian dollar picking pieces thursday torrent automated selling yen sent plunging multi year lows host major currencies aussie suffered largest intra day falls history amid drought liquidity cascade computerised sales one point percent yen almost percent u dollar clawing back much losses trading calmed humans took charge violent moves aud jpy morning bear hallmarks flash crash similar befell nzd august gbp october said ray attrill head fx strategy national australia bank fact half move pairs since retraced testimony today moves first foremost liquidity event one theory japanese investors crowded trades borrowing yen buy higher yielding currencies forced en masse major chart levels cracked aussie tumbled far yen audjpy reuters dealing level seen since late started around smoke cleared buyers returned last changing hands yen selling spilled crosses aussie sank deep lowest since march started around bargain hunters emerged last new zealand dollar also took initial beating yen nzdjpy r hit lowest since late though whether trades done around levels hard say kiwi fared better u dollar easing late wednesday everyone buying bonds rout risk sparked part earnings warning apple inc aapl blamed sluggish iphone sales china adding evidence deepening economic slowdown asian giant investors fled relative safety australia triple rated debt sending year bond yields auyt rr diving lowest since late futures year bond jumped ticks much ticks one stage three year bond contract rose ticks implying yield percent concerns global growth also led futures market yib price slightly chance cut interest rates reserve bank australia rba yet aussie decline providing boost economy makes less likely rba take drastic step cutting rates already record lows lower currency make exports competitive offers extra earnings windfall given australia commodities priced u dollars gold instance trading highest level ever australian dollar terms around per ounce xau climbed percent past month profits iron ore coal liquefied natural gas get lift fattening country terms trade government tax coffers | \n", "
| 4 | \n", "Investing com Asian equities fell in morning trade on Thursday following news that Apple cut its quarterly sales forecast \\nApple Inc NASDAQ AAPL lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\n The much larger issue is the slowing of the Chinese economy and then the trade tension that has further pressured it Chief Executive Tim Cook said \\nThe news sent Apple shares tumbling in after hours trade while the companies Asia listed suppliers also plunged on Thursday Hon Hai Precision Industry Co Ltd TW 2317 fell more than 2 while Taiwan Semiconductor Manufacturing Company TW 2330 slid 2 5 LG Innotek Co Ltd KS 011070 lost as much as 4 4 earlier in the day \\nThe Shanghai Composite was unchanged at 2 465 4 while the Shenzhen Component slipped 0 3 by 9 33 PM ET 02 33 GMT \\nAustralia s ASX 200 outperformed its regional peers and gained 1 4 \\nElsewhere South Korea s KOSPI was down 0 4 U S President Donald Trump said North Korean leader Kim Jong Un sent him a great letter and that they would like to meet again \\n We ve really established a very good relationship said Trump \\nOn Wednesday Kim warned that he would take a new path in nuclear talks if the U S didn t relax economic sanctions \\n I am willing to sit with the U S president any time in the future and will strive to produce outcomes that would be welcomed by the international community said Kim \\n However if the United States does not deliver its promise and misjudge our people s patience making unilateral demands to continue sanctions and put pressure on us we will have no choice but to seek a new path to protect the country s independence interests and peace on the Korean Peninsula he added | \n", "investing com asian equities fell morning trade thursday following news apple cut quarterly sales forecast apple inc nasdaq aapl lowered forecast million revenue fiscal first quarter ended dec underperforming analysts expectations billion company initially forecasted revenue billion billion much larger issue slowing chinese economy trade tension pressured chief executive tim cook said news sent apple shares tumbling hours trade companies asia listed suppliers also plunged thursday hon hai precision industry co ltd tw fell taiwan semiconductor manufacturing company tw slid lg innotek co ltd ks lost much earlier day shanghai composite unchanged shenzhen component slipped pm et gmt australia asx outperformed regional peers gained elsewhere south korea kospi u president donald trump said north korean leader kim jong un sent great letter would like meet really established good relationship said trump wednesday kim warned would take new path nuclear talks u relax economic sanctions willing sit u president time future strive produce outcomes would welcomed international community said kim however united states deliver promise misjudge people patience making unilateral demands continue sanctions put pressure us choice seek new path protect country independence interests peace korean peninsula added | \n", "
| \n", " | Date | \n", "News | \n", "Open | \n", "High | \n", "Low | \n", "Close | \n", "Volume | \n", "Label | \n", "News_Length | \n", "Day_of_Week | \n", "Month | \n", "Year | \n", "Word_Count | \n", "Price_Change | \n", "Cleaned_News | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2019-01-02 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "607.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "dollar minutes ago tumbled trades earlier since bounced hair fxy hoursalongside money poured u government paper year treasury yield sliding basis points tlt hour moves come following apple nasdaq aapl revenue warning sent shares u stock index futures red apple currently qqqs etfs tlt tbt tmv fxy ycs tbf edv tmf ttt zroz vglt otc jyn tlh ubt sptl ycl dlbs vustx tybs dlbl old djpy oper ujpynow read | \n", "
| 4 | \n", "2019-01-02 | \n", "Investing com Asian equities fell in morning trade on Thursday following news that Apple cut its quarterly sales forecast \\nApple Inc NASDAQ AAPL lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\n The much larger issue is the slowing of the Chinese economy and then the trade tension that has further pressured it Chief Executive Tim Cook said \\nThe news sent Apple shares tumbling in after hours trade while the companies Asia listed suppliers also plunged on Thursday Hon Hai Precision Industry Co Ltd TW 2317 fell more than 2 while Taiwan Semiconductor Manufacturing Company TW 2330 slid 2 5 LG Innotek Co Ltd KS 011070 lost as much as 4 4 earlier in the day \\nThe Shanghai Composite was unchanged at 2 465 4 while the Shenzhen Component slipped 0 3 by 9 33 PM ET 02 33 GMT \\nAustralia s ASX 200 outperformed its regional peers and gained 1 4 \\nElsewhere South Korea s KOSPI was down 0 4 U S President Donald Trump said North Korean leader Kim Jong Un sent him a great letter and that they would like to meet again \\n We ve really established a very good relationship said Trump \\nOn Wednesday Kim warned that he would take a new path in nuclear talks if the U S didn t relax economic sanctions \\n I am willing to sit with the U S president any time in the future and will strive to produce outcomes that would be welcomed by the international community said Kim \\n However if the United States does not deliver its promise and misjudge our people s patience making unilateral demands to continue sanctions and put pressure on us we will have no choice but to seek a new path to protect the country s independence interests and peace on the Korean Peninsula he added | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "1894.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "329.0 | \n", "0.76 | \n", "investing com asian equities fell morning trade thursday following news apple cut quarterly sales forecast apple inc nasdaq aapl lowered forecast million revenue fiscal first quarter ended dec underperforming analysts expectations billion company initially forecasted revenue billion billion much larger issue slowing chinese economy trade tension pressured chief executive tim cook said news sent apple shares tumbling hours trade companies asia listed suppliers also plunged thursday hon hai precision industry co ltd tw fell taiwan semiconductor manufacturing company tw slid lg innotek co ltd ks lost much earlier day shanghai composite unchanged shenzhen component slipped pm et gmt australia asx outperformed regional peers gained elsewhere south korea kospi u president donald trump said north korean leader kim jong un sent great letter would like meet really established good relationship said trump wednesday kim warned would take new path nuclear talks u relax economic sanctions willing sit u president time future strive produce outcomes would welcomed international community said kim however united states deliver promise misjudge people patience making unilateral demands continue sanctions put pressure us choice seek new path protect country independence interests peace korean peninsula added | \n", "
| 6 | \n", "2019-01-02 | \n", "Investing com The Japanese yen jumped on Thursday in Asia after Apple Inc issued a rare revenue warning that triggered a risk aversion mood in markets \\nThe USD JPY pair declined 1 5 to 107 21 by 11 23 GMT 04 23 GMT \\nThe gain in yen came after Apple lowered its forecast to 84 million in revenue for its fiscal first quarter ended Dec 29 underperforming analysts expectations of 91 5 billion \\nThe company initially forecasted revenue of between 89 billion and 93 billion \\nApple shares NASDAQ AAPL tumbled in after hours trade as traders fled to the safety of the highly liquid yen The yen also received some support this week amid weaker than expected PMI data out of China \\nMeanwhile the U S dollar index that tracks the greenback against a basket of other currencies slipped 0 2 to 96 155 \\nThe Australian dollar often considered a gauge of global risk appetite fell 0 6 against the U S dollar to 0 6946 \\nThe U S Sino trade talks later this month could potentially improve the outlook for the Aussie dollar some analysts said \\n These talks need to yield agreement to a reasonably comprehensive deal as a minimum prerequisite for a recovery in global risk asset sentiment and a stronger Australian dollar said Ray Attrill head of currency strategy at NAB in a note \\n If so we d expect Aussie dollar to be trading back reasonably comfortably above 0 70 before Q1 is out \\nElsewhere the USD CNY pair rose 0 2 to 6 8861 as the People s Bank of China PBoC has set the yuan reference rate for today at 6 8631 compared to yesterday s rate of 6 8482 | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "1577.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "285.0 | \n", "0.76 | \n", "investing com japanese yen jumped thursday asia apple inc issued rare revenue warning triggered risk aversion mood markets usd jpy pair declined gmt gmt gain yen came apple lowered forecast million revenue fiscal first quarter ended dec underperforming analysts expectations billion company initially forecasted revenue billion billion apple shares nasdaq aapl tumbled hours trade traders fled safety highly liquid yen yen also received support week amid weaker expected pmi data china meanwhile u dollar index tracks greenback basket currencies slipped australian dollar often considered gauge global risk appetite fell u dollar u sino trade talks later month could potentially improve outlook aussie dollar analysts said talks need yield agreement reasonably comprehensive deal minimum prerequisite recovery global risk asset sentiment stronger australian dollar said ray attrill head currency strategy nab note expect aussie dollar trading back reasonably comfortably q elsewhere usd cny pair rose people bank china pboc set yuan reference rate today compared yesterday rate | \n", "
| 8 | \n", "2019-01-02 | \n", "Reuters Roku Inc O ROKU said on Wednesday it will begin offering premium video channels to customers for a subscription fee as it expands its free streaming video service Premium channels from CBS Corp s Showtime Lionsgate owned Starz and Noggin from Viacom Inc O VIAB among others will be available to viewers of the Roku Channel a free video service offered to owners of Roku streaming video devices The move by the device maker which spun off of Netflix NASDAQ NFLX in 2008 resembles the lucrative channels business Amazon NASDAQ AMZN launched in 2015 that resold video services on an a la carte basis which has been copied by a variety of rivals Apple Inc O AAPL is expected to launch its own streaming video service that will adopt a similar model people familiar with the plan have said Amazon s Channels business which has been popular among subscribers of Amazon Prime and has been a big revenue contributor for participating media companies is expected to have generated 1 7 billion in 2018 according to a recent BMO Capital Markets report more than doubling since 2017 Media executives say the channels business is popular because it removes hurdles for consumers to subscribe to the services where they are already watching television Like Amazon Roku will handle the billing for these services allowing viewers to subscribe directly from the Roku Channel instead of needing to go somewhere else to plug in credit card information \\nRoku s expanded Roku Channel will also be available to users of Roku s mobile application for the first time | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "1591.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "264.0 | \n", "0.76 | \n", "reuters roku inc roku said wednesday begin offering premium video channels customers subscription fee expands free streaming video service premium channels cbs corp showtime lionsgate owned starz noggin viacom inc viab among others available viewers roku channel free video service offered owners roku streaming video devices move device maker spun netflix nasdaq nflx resembles lucrative channels business amazon nasdaq amzn launched resold video services la carte basis copied variety rivals apple inc aapl expected launch streaming video service adopt similar model people familiar plan said amazon channels business popular among subscribers amazon prime big revenue contributor participating media companies expected generated billion according recent bmo capital markets report doubling since media executives say channels business popular removes hurdles consumers subscribe services already watching television like amazon roku handle billing services allowing viewers subscribe directly roku channel instead needing go somewhere else plug credit card information roku expanded roku channel also available users roku mobile application first time | \n", "
| 12 | \n", "2019-01-02 | \n", "Apple s NASDAQ AAPL Tim Cook appears on CNBC to discuss the company s Q1 warning and reiterates that US China trade tensions played a role Cook There are a lot of things we can do to turn our business around both in China and more generally Cook says he isn t discussing iPhone unit sales due to the wide range of pricing but that doesn t mean Apple won t comment on unit sales again Note that the company announced plans to end unit sales reporting during the last quarterly report Services revenue is forecasted at over 10 8B for Q1 Asked about the company s product lineup which still doesn t include the AirPower wireless charging pad Cook says the company releases things when they re ready Apple shares are down 7 4 aftermarket Previously Apple cuts Q1 revenue guidance Jan 2 Previously Suppliers drop on Apple s warning Jan 2 Now read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "862.0 | \n", "2 | \n", "1 | \n", "2019 | \n", "155.0 | \n", "0.76 | \n", "apple nasdaq aapl tim cook appears cnbc discuss company q warning reiterates us china trade tensions played role cook lot things turn business around china generally cook says discussing iphone unit sales due wide range pricing mean apple comment unit sales note company announced plans end unit sales reporting last quarterly report services revenue forecasted b q asked company product lineup still include airpower wireless charging pad cook says company releases things ready apple shares aftermarket previously apple cuts q revenue guidance jan previously suppliers drop apple warning jan read | \n", "
| \n", " | Model | \n", "Accuracy | \n", "Precision | \n", "Recall | \n", "F1-score | \n", "
|---|---|---|---|---|---|
| 0 | \n", "Random Forest (Word2Vec) | \n", "0.940887 | \n", "0.941875 | \n", "0.940887 | \n", "0.940848 | \n", "
| 1 | \n", "Random Forest (Sentence Transformer) | \n", "0.950739 | \n", "0.950739 | \n", "0.950739 | \n", "0.950739 | \n", "
| 2 | \n", "Neural Network (Word2Vec) | \n", "0.743842 | \n", "0.740195 | \n", "0.743842 | \n", "0.731494 | \n", "
| 3 | \n", "Neural Network (Sentence Transformer) | \n", "0.931035 | \n", "0.933459 | \n", "0.931034 | \n", "0.930793 | \n", "
| \n", " | Date | \n", "News | \n", "Open | \n", "High | \n", "Low | \n", "Close | \n", "Volume | \n", "Label | \n", "News_Length | \n", "Day_of_Week | \n", "... | \n", "Year | \n", "Word_Count | \n", "Price_Change | \n", "Cleaned_News | \n", "word2vec_embedding | \n", "Prev_Open | \n", "Prev_High | \n", "Prev_Low | \n", "Prev_Close | \n", "Prev_Volume | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2019-01-02 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "607.0 | \n", "2 | \n", "... | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "dollar minutes ago tumbled trades earlier since bounced hair fxy hoursalongside money poured u government paper year treasury yield sliding basis points tlt hour moves come following apple nasdaq aapl revenue warning sent shares u stock index futures red apple currently qqqs etfs tlt tbt tmv fxy ycs tbf edv tmf ttt zroz vglt otc jyn tlh ubt sptl ycl dlbs vustx tybs dlbl old djpy oper ujpynow read | \n", "[0.028311664, 0.24504846, -0.06529258, 0.028713435, 0.11444169, -0.18877111, 0.15713102, 0.3917682, 0.066377036, -0.16360937, 0.027424755, -0.13023813, -0.01347258, -0.016611077, -0.24517027, -0.15388143, 0.10877213, 0.004615806, -0.011976626, -0.07990593, -0.10608327, -0.041899335, 0.14942837, -0.015492322, 0.15330084, -0.011842585, -0.19015001, -0.06309584, -0.09846784, -0.14699315, -0.013894445, -0.12640919, 0.00275102, 0.06278529, -0.051870037, 0.02368518, 0.023395265, -0.18235306, -0.0346071, -0.036946278, -0.014282293, -0.082532346, 0.101966746, -0.16562653, 0.099595554, 0.041360617, 0.06776585, 0.15843466, -0.08015595, 0.13623846, 0.013824612, 0.02633854, -0.03489995, 0.16242173, -0.12342175, 0.1905007, 0.042656545, -0.04281859, 0.0653605, -0.02260064, -0.008319023, -0.04949858, 0.002551245, -0.0037298566, 0.04553339, 0.051272627, 0.09198568, 0.016289929, -0.032161392, -0.017188095, -0.051855393, 0.12749399, 0.1262842, -0.11755899, -0.026673133, 0.21221776, -0.1910035, 0.05905553, 0.00018495707, 0.18812409, -0.13409735, -0.13233186, -0.016224448, 0.36068842, -0.005620496, 0.0948689, -0.07474675, 0.036000293, 0.21423003, -0.017021304, 0.045110982, -0.09120808, 0.19506258, 0.07604704, 0.101911254, 0.22826503, -0.0023640827, -0.080163695, -0.10993762, 0.09805372, ...] | \n", "0.00 | \n", "0.00 | \n", "0.00 | \n", "0.00 | \n", "0.0 | \n", "
| 1 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, -0.01696498, 0.18838401, 0.08698228, 0.1981398, 0.014683001, 0.007052817, -0.034513026, -0.15684156, 0.3037054, 0.22485773, -0.18774293, -0.10322989, 0.47485277, -0.43789092, 0.12028789, -0.04142199, 0.4805715, -0.36490226, -0.28544965, -0.024345139, 0.77320385, 0.01868105, 0.24236402, -0.19090319, 0.080522224, 0.3756554, -0.06042843, 0.09982246, -0.13629228, 0.3708037, 0.22833964, 0.14724503, 0.5189545, 0.1288458, -0.13834676, -0.17514418, 0.24364783, ...] | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "
| 2 | \n", "2019-01-02 | \n", "RBC Capital reiterates its Outperform rating and 220 price target for Apple NASDAQ AAPL but notes that key headwinds notably the iPhone demand concerns will persist into this year Analyst Amit Daryanani says that if iPhone demand is closer to the bear scenario it could call into question AAPL s pricing power and segmentation attempts The analyst thinks Apple could rethink or tweak capital allocation if the stock stays under pressure for the next few quarters But Daryanani still considers Apple a core large cap tech holding on the strong balance sheet aggressive buybacks and ability to drive gross margins higher Source Bloomberg First Word Apple shares are down 1 9 premarket to 154 82 Now read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "719.0 | \n", "2 | \n", "... | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "rbc capital reiterates outperform rating price target apple nasdaq aapl notes key headwinds notably iphone demand concerns persist year analyst amit daryanani says iphone demand closer bear scenario could call question aapl pricing power segmentation attempts analyst thinks apple could rethink tweak capital allocation stock stays pressure next quarters daryanani still considers apple core large cap tech holding strong balance sheet aggressive buybacks ability drive gross margins higher source bloomberg first word apple shares premarket read | \n", "[0.1125958, 0.5447141, -0.054854244, 0.07457278, 0.1750456, -0.4113997, 0.30970442, 0.73692554, 0.087922715, -0.23735218, 0.019213706, -0.32206574, 0.015211836, 0.002248973, -0.40672392, -0.34585127, 0.18457659, -0.08363043, -0.029831387, -0.10666334, -0.20712315, -0.021399168, 0.2942995, -0.039312214, 0.26993912, -0.12686521, -0.34622642, -0.12679903, -0.0996138, -0.33985, -0.09372825, -0.3003088, 0.020871267, 0.037645705, -0.11002135, -0.0016568801, -0.064518794, -0.3068018, -0.007614226, -0.08867567, -0.1012043, -0.075697385, 0.106533065, -0.29931283, 0.15772429, 0.12146807, 0.13445371, 0.3298923, -0.17344354, 0.35559556, -0.010069547, -0.038635213, -0.12997729, 0.324594, -0.14315982, 0.33397508, 0.003189998, -0.039592892, 0.19349082, 0.020545447, 0.012088649, -0.10949885, 0.048902974, 0.07035965, 0.07785417, -0.021785814, 0.3094129, 0.0103023695, -0.15036143, -0.071095414, 0.06796431, 0.17368907, 0.29169962, -0.26346216, -0.10351445, 0.37736574, -0.36076707, 0.06302658, 0.08022964, 0.30006748, -0.18133625, -0.22659412, 0.06495163, 0.58609736, -0.0357524, 0.07014069, -0.12142371, 0.102960765, 0.42265028, 0.0050605163, 0.10645313, -0.2387995, 0.42065614, 0.04025677, 0.19199656, 0.36460137, -0.03891315, -0.124033, -0.27198997, 0.18529578, ...] | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "
| 3 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, -0.01696498, 0.18838401, 0.08698228, 0.1981398, 0.014683001, 0.007052817, -0.034513026, -0.15684156, 0.3037054, 0.22485773, -0.18774293, -0.10322989, 0.47485277, -0.43789092, 0.12028789, -0.04142199, 0.4805715, -0.36490226, -0.28544965, -0.024345139, 0.77320385, 0.01868105, 0.24236402, -0.19090319, 0.080522224, 0.3756554, -0.06042843, 0.09982246, -0.13629228, 0.3708037, 0.22833964, 0.14724503, 0.5189545, 0.1288458, -0.13834676, -0.17514418, 0.24364783, ...] | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "
| 4 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, -0.01696498, 0.18838401, 0.08698228, 0.1981398, 0.014683001, 0.007052817, -0.034513026, -0.15684156, 0.3037054, 0.22485773, -0.18774293, -0.10322989, 0.47485277, -0.43789092, 0.12028789, -0.04142199, 0.4805715, -0.36490226, -0.28544965, -0.024345139, 0.77320385, 0.01868105, 0.24236402, -0.19090319, 0.080522224, 0.3756554, -0.06042843, 0.09982246, -0.13629228, 0.3708037, 0.22833964, 0.14724503, 0.5189545, 0.1288458, -0.13834676, -0.17514418, 0.24364783, ...] | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "
5 rows × 21 columns
\n", "| \n", " | Date | \n", "News | \n", "Open | \n", "High | \n", "Low | \n", "Close | \n", "Volume | \n", "Label | \n", "News_Length | \n", "Day_of_Week | \n", "... | \n", "Year | \n", "Word_Count | \n", "Price_Change | \n", "Cleaned_News | \n", "word2vec_embedding | \n", "Prev_Open | \n", "Prev_High | \n", "Prev_Low | \n", "Prev_Close | \n", "Prev_Volume | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | \n", "2019-01-02 | \n", "The dollar minutes ago tumbled to 106 67 from above 109 a few trades earlier It s since bounced a hair to 107 16 FXY 3 6 after hoursAlongside money poured into U S government paper with the 10 year Treasury yield sliding a few more basis points to 2 61 TLT 0 7 after hour Both moves come following Apple NASDAQ AAPL s revenue warning which sent its shares and U S stock index futures into the red Apple s currently off 7 5 and the QQQs 2 2 ETFs TLT TBT TMV FXY YCS TBF EDV TMF TTT ZROZ VGLT OTC JYN TLH UBT SPTL YCL DLBS VUSTX TYBS DLBL OLD DJPY OPER UJPYNow read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "1 | \n", "607.0 | \n", "2 | \n", "... | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "dollar minutes ago tumbled trades earlier since bounced hair fxy hoursalongside money poured u government paper year treasury yield sliding basis points tlt hour moves come following apple nasdaq aapl revenue warning sent shares u stock index futures red apple currently qqqs etfs tlt tbt tmv fxy ycs tbf edv tmf ttt zroz vglt otc jyn tlh ubt sptl ycl dlbs vustx tybs dlbl old djpy oper ujpynow read | \n", "[0.028311664, 0.24504846, -0.06529258, 0.028713435, 0.11444169, -0.18877111, 0.15713102, 0.3917682, 0.066377036, -0.16360937, 0.027424755, -0.13023813, -0.01347258, -0.016611077, -0.24517027, -0.15388143, 0.10877213, 0.004615806, -0.011976626, -0.07990593, -0.10608327, -0.041899335, 0.14942837, -0.015492322, 0.15330084, -0.011842585, -0.19015001, -0.06309584, -0.09846784, -0.14699315, -0.013894445, -0.12640919, 0.00275102, 0.06278529, -0.051870037, 0.02368518, 0.023395265, -0.18235306, -0.0346071, -0.036946278, -0.014282293, -0.082532346, 0.101966746, -0.16562653, 0.099595554, 0.041360617, 0.06776585, 0.15843466, -0.08015595, 0.13623846, 0.013824612, 0.02633854, -0.03489995, 0.16242173, -0.12342175, 0.1905007, 0.042656545, -0.04281859, 0.0653605, -0.02260064, -0.008319023, -0.04949858, 0.002551245, -0.0037298566, 0.04553339, 0.051272627, 0.09198568, 0.016289929, -0.032161392, -0.017188095, -0.051855393, 0.12749399, 0.1262842, -0.11755899, -0.026673133, 0.21221776, -0.1910035, 0.05905553, 0.00018495707, 0.18812409, -0.13409735, -0.13233186, -0.016224448, 0.36068842, -0.005620496, 0.0948689, -0.07474675, 0.036000293, 0.21423003, -0.017021304, 0.045110982, -0.09120808, 0.19506258, 0.07604704, 0.101911254, 0.22826503, -0.0023640827, -0.080163695, -0.10993762, 0.09805372, ...] | \n", "-8.494226 | \n", "-8.585353 | \n", "-8.397069 | \n", "-8.459311 | \n", "-3.472759 | \n", "
| 1 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, 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| 2 | \n", "2019-01-02 | \n", "RBC Capital reiterates its Outperform rating and 220 price target for Apple NASDAQ AAPL but notes that key headwinds notably the iPhone demand concerns will persist into this year Analyst Amit Daryanani says that if iPhone demand is closer to the bear scenario it could call into question AAPL s pricing power and segmentation attempts The analyst thinks Apple could rethink or tweak capital allocation if the stock stays under pressure for the next few quarters But Daryanani still considers Apple a core large cap tech holding on the strong balance sheet aggressive buybacks and ability to drive gross margins higher Source Bloomberg First Word Apple shares are down 1 9 premarket to 154 82 Now read | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "719.0 | \n", "2 | \n", "... | \n", "2019 | \n", "117.0 | \n", "0.76 | \n", "rbc capital reiterates outperform rating price target apple nasdaq aapl notes key headwinds notably iphone demand concerns persist year analyst amit daryanani says iphone demand closer bear scenario could call question aapl pricing power segmentation attempts analyst thinks apple could rethink tweak capital allocation stock stays pressure next quarters daryanani still considers apple core large cap tech holding strong balance sheet aggressive buybacks ability drive gross margins higher source bloomberg first word apple shares premarket read | \n", "[0.1125958, 0.5447141, -0.054854244, 0.07457278, 0.1750456, -0.4113997, 0.30970442, 0.73692554, 0.087922715, -0.23735218, 0.019213706, -0.32206574, 0.015211836, 0.002248973, -0.40672392, -0.34585127, 0.18457659, -0.08363043, -0.029831387, -0.10666334, -0.20712315, -0.021399168, 0.2942995, -0.039312214, 0.26993912, -0.12686521, -0.34622642, -0.12679903, -0.0996138, -0.33985, -0.09372825, -0.3003088, 0.020871267, 0.037645705, -0.11002135, -0.0016568801, -0.064518794, -0.3068018, -0.007614226, -0.08867567, -0.1012043, -0.075697385, 0.106533065, -0.29931283, 0.15772429, 0.12146807, 0.13445371, 0.3298923, -0.17344354, 0.35559556, -0.010069547, -0.038635213, -0.12997729, 0.324594, -0.14315982, 0.33397508, 0.003189998, -0.039592892, 0.19349082, 0.020545447, 0.012088649, -0.10949885, 0.048902974, 0.07035965, 0.07785417, -0.021785814, 0.3094129, 0.0103023695, -0.15036143, -0.071095414, 0.06796431, 0.17368907, 0.29169962, -0.26346216, -0.10351445, 0.37736574, -0.36076707, 0.06302658, 0.08022964, 0.30006748, -0.18133625, -0.22659412, 0.06495163, 0.58609736, -0.0357524, 0.07014069, -0.12142371, 0.102960765, 0.42265028, 0.0050605163, 0.10645313, -0.2387995, 0.42065614, 0.04025677, 0.19199656, 0.36460137, -0.03891315, -0.124033, -0.27198997, 0.18529578, ...] | \n", "-0.593649 | \n", "-0.495583 | \n", "-0.553159 | \n", "-0.472001 | \n", "0.193290 | \n", "
| 3 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, 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| 4 | \n", "2019-01-02 | \n", "By Stephen Culp NEW YORK Reuters Wall Street edged higher on Wednesday after stumbling out of the starting gate on the first trading day of 2019 while fears of a global economic slowdown were exacerbated after Apple cut its holiday quarter revenue forecast Apple O AAPL dropped 8 percent in extended trading late in the day after the iPhone maker slashed its outlook for the December quarter blaming weak demand in China Shares of Apple s suppliers also fell and S P 500 futures dropped 1 3 percent signaling that Wednesday s modest advance could unwind when the market reopens on Thursday To see Apple s sales drop off this much says something about the Chinese economy said Tim Ghriskey chief investment strategist at Inverness Counsel in New York Any company that does business in China will feel the impact of this Stocks had started the session lower after separate reports showed a deceleration in factory activity in China and the euro zone indicating the ongoing trade dispute between the United States and China was taking a toll on global manufacturing Energy SPNY stocks led the S P 500 s advance and the sector was the index s biggest percentage gainer buoyed by a 2 4 percent jump in crude prices The group was the worst performing S P sector in 2018 Gains were offset by healthcare SPXHC and so called defensive sectors such as real estate utilities SPLRCU and consumer staples SPLRCS Healthcare companies provided the biggest drag on the S P 500 and the Dow The Dow Jones Industrial Average DJI rose 18 78 points or 0 08 percent to 23 346 24 the S P 500 SPX gained 3 18 points or 0 13 percent to 2 510 03 and the Nasdaq Composite IXIC added 30 66 points or 0 46 percent to 6 665 94 Of the 11 major sectors in the S P 500 seven closed in positive territory Banks got a boost from Barclays LON BARC as the broker wrote in a research note that the sector could outperform the S P this year The Dow Jones Industrial average was led higher with gains from Goldman Sachs N GS and JPMorgan N JPM Tesla Inc O TSLA delivered fewer than expected Model 3 sedans in the fourth quarter and cut U S prices The electric automaker s shares slid 6 8 percent General Electric Co N GE jumped 6 3 percent in heavy trading as bargain hunters bought the stock in the wake of its over 50 percent plunge in 2018 In the coming weeks the fourth quarter reporting period will get underway Analysts see S P 500 companies posting profit gains of 15 8 percent significantly smaller than the third quarter s 28 4 percent advance Advancing issues outnumbered declining ones on the NYSE by a 2 10 to 1 ratio on Nasdaq a 2 42 to 1 ratio favored advancers The S P 500 posted no new 52 week highs and 4 new lows the Nasdaq Composite recorded 9 new highs and 58 new lows \\nVolume on U S exchanges was 7 80 billion shares compared to the 9 18 billion average for the full session over the last 20 trading days | \n", "38.72 | \n", "39.71 | \n", "38.56 | \n", "39.48 | \n", "130672400.0 | \n", "0 | \n", "2981.0 | \n", "2 | \n", "... | \n", "2019 | \n", "540.0 | \n", "0.76 | \n", "stephen culp new york reuters wall street edged higher wednesday stumbling starting gate first trading day fears global economic slowdown exacerbated apple cut holiday quarter revenue forecast apple aapl dropped percent extended trading late day iphone maker slashed outlook december quarter blaming weak demand china shares apple suppliers also fell p futures dropped percent signaling wednesday modest advance could unwind market reopens thursday see apple sales drop much says something chinese economy said tim ghriskey chief investment strategist inverness counsel new york company business china feel impact stocks started session lower separate reports showed deceleration factory activity china euro zone indicating ongoing trade dispute united states china taking toll global manufacturing energy spny stocks led p advance sector index biggest percentage gainer buoyed percent jump crude prices group worst performing p sector gains offset healthcare spxhc called defensive sectors real estate utilities splrcu consumer staples splrcs healthcare companies provided biggest drag p dow dow jones industrial average dji rose points percent p spx gained points percent nasdaq composite ixic added points percent major sectors p seven closed positive territory banks got boost barclays lon barc broker wrote research note sector could outperform p year dow jones industrial average led higher gains goldman sachs n gs jpmorgan n jpm tesla inc tsla delivered fewer expected model sedans fourth quarter cut u prices electric automaker shares slid percent general electric co n ge jumped percent heavy trading bargain hunters bought stock wake percent plunge coming weeks fourth quarter reporting period get underway analysts see p companies posting profit gains percent significantly smaller third quarter percent advance advancing issues outnumbered declining ones nyse ratio nasdaq ratio favored advancers p posted new week highs new lows nasdaq composite recorded new highs new lows volume u exchanges billion shares compared billion average full session last trading days | \n", "[0.007789294, 0.46799278, -0.13535202, 0.051878326, 0.26870814, -0.31899637, 0.3301801, 0.75603646, 0.19269519, -0.35967678, 0.032521743, -0.20558156, 0.0076802955, -0.07157224, -0.56038815, -0.25503385, 0.17413035, 0.14462666, -0.10264102, -0.17426005, -0.28356433, -0.0402782, 0.32810062, -0.0017201348, 0.2863322, 0.037784547, -0.3734891, -0.15366194, -0.27350098, -0.18752548, 0.057639223, -0.20612288, -0.09002916, 0.12093794, -0.13581781, 0.06262373, 0.0033762022, -0.3761789, -0.12795019, -0.07290636, 0.069498025, -0.16154905, 0.23194893, -0.3364438, 0.272787, 0.16005935, 0.14311056, 0.33675456, -0.17361602, 0.21080238, 0.11484932, 0.08422442, -0.010447556, 0.21705529, -0.3591243, 0.47334123, 0.115080096, -0.058101073, 0.12943175, -0.055385545, -0.06915359, -0.13424751, -0.0034691147, 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5 rows × 21 columns
\n", "| \n", " | Model | \n", "Accuracy | \n", "Precision | \n", "Recall | \n", "F1-score | \n", "
|---|---|---|---|---|---|
| 0 | \n", "Random Forest (Word2Vec) | \n", "0.940887 | \n", "0.941875 | \n", "0.940887 | \n", "0.940848 | \n", "
| 1 | \n", "Random Forest (Sentence Transformer) | \n", "0.950739 | \n", "0.950739 | \n", "0.950739 | \n", "0.950739 | \n", "
| 2 | \n", "Neural Network (Word2Vec) | \n", "0.743842 | \n", "0.740195 | \n", "0.743842 | \n", "0.731494 | \n", "
| 3 | \n", "Neural Network (Sentence Transformer) | \n", "0.931035 | \n", "0.933459 | \n", "0.931034 | \n", "0.930793 | \n", "
| 4 | \n", "Random Forest (Word2Vec Combined) | \n", "0.975369 | \n", "0.975440 | \n", "0.975369 | \n", "0.975369 | \n", "
| 5 | \n", "Random Forest (Sentence Transformer Combined) | \n", "0.985222 | \n", "0.985846 | \n", "0.985222 | \n", "0.985212 | \n", "
| 6 | \n", "Neural Network (Word2vec Combined, Simple) | \n", "0.866995 | \n", "0.869208 | \n", "0.866995 | \n", "0.863596 | \n", "
| 7 | \n", "Neural Network (Sentence Transformer Combined, Simple) | \n", "0.931035 | \n", "0.931034 | \n", "0.931034 | \n", "0.931034 | \n", "
| 8 | \n", "Word2Vec Combined (Best Sophisticated NN) | \n", "0.906404 | \n", "0.916303 | \n", "0.906404 | \n", "0.905496 | \n", "
| 9 | \n", "Sentence Transformer Combined (Best Sophisticated NN) | \n", "0.911330 | \n", "0.911525 | \n", "0.911330 | \n", "0.911301 | \n", "
| 10 | \n", "Random Forest (Sentence Transformer Combined, Tuned) | \n", "0.980296 | \n", "0.980566 | \n", "0.980296 | \n", "0.980289 | \n", "